#operating system
2196 related articles
Deep Dives·2 min
Hung-yi Lee's 2026 Course Notes: Deep Dive into the Three Core Capabilities of AI Agents
Notes from Hung-yi Lee's 2026 AI Agent course covering AI Agent definition, LLM-driven principles, and three core capabilities: Memory, Function Calling, and Planning with Tree Search.
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Product Reviews·3 min
Manus AI Deep Dive: What Makes the AI Agent Meta Acquired for $2 Billion So Powerful
In-depth testing of Manus AI across PPT creation, full-stack web development, and channel analytics. Discover why Meta paid $2 billion for this general-purpose AI agent.
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Tutorials·5 min
Trae MCP Plugin for FoxTable in Action: AI Builds a Complete Business System in 4 Minutes
Learn how a custom MCP plugin connects Trae AI IDE with FoxTable, using knowledge bases and prompt engineering to build a complete business system in 4 minutes.
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Product Reviews·4 min
Kimi OK Computer Hands-On Review: In-Depth Evaluation of AI Agent Performance Across Four Scenarios
In-depth hands-on review of Kimi's AI Agent 'OK Computer' across website building, data analysis, audio picture books, and PPT creation. Can an agent with 20+ built-in tools truly do your work?
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Product Reviews·3 min
MiniMax M2.7 Hands-On Review: Coding Ability Rivals Claude Opus at 50x Lower Cost
In-depth hands-on review of MiniMax M2.7 agentic model: coding ability rivals Claude Opus 4.6 at 50x lower input cost. Real-world tests include MacOS system generation, game dev, and dynamic landing pages.
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Product Reviews·4 min
Manus AI Hands-On Review: Can This AI Agent Actually Do Your Work? 4 Real-World Scenarios Tested
In-depth hands-on review of Manus AI across 4 real scenarios: competitor analysis, content planning, no-code website building, and automated PPT creation. See how this AI Agent evolves from assisting thinking to executing tasks.
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Tutorials·4 min
NCCL Inspector Explained: Real-Time GPU Cluster Communication Monitoring with Prometheus Integration
Deep dive into NVIDIA NCCL Inspector for real-time GPU cluster communication monitoring with Prometheus integration, covering straggler detection, alerting, and Grafana visualization for distributed training optimization.
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Tutorials·4 min
Google AI Studio Tutorial: A Complete Guide to Building AI Apps with Zero Code
Complete guide to Google AI Studio: interface layout, Gemini model selection, parameter tuning, and building zero-code AI apps with Build. Covers image, video, and music generation with practical examples.
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Deep Dives·3 min
NVIDIA Fleet Intelligence Explained: Real-Time Monitoring and Intelligent Optimization for GPU Clusters
Deep dive into NVIDIA Fleet Intelligence for GPU clusters: real-time visualization, AI anomaly detection, utilization optimization, and energy management to boost large-scale GPU infrastructure efficiency.
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Tutorials·3 min
Grammar-Constrained Decoding: A Practical Guide to Generating Reliable Bash Code with Small Models
Deep dive into Grammar-Constrained Decoding (GCD) technology: applying Bash syntax constraints during inference to dramatically improve small language models' code generation correctness and executability for AI Agent edge deployment.
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Deep Dives·3 min
NVIDIA Dynamo Multi-Turn Agentic Interaction: Deep Integration of Streaming Tokens and Tool Calling
Deep dive into NVIDIA Dynamo's multi-turn agentic interaction support, covering streaming token output, structured tool calling, state management, and MoE synergy for production-grade AI agents.
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Tutorials·3 min
Claude Code Advanced Tutorial: Subagent Parallel Processing, MCP Tool Integration & Skills Automation
Deep dive into three advanced Claude Code features: Subagent parallel processing, MCP protocol for external tools like Playwright, and Skills for workflow automation. Includes practical examples.
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Product Reviews·3 min
8K Stars on GitHub: Deep Dive into the Most Comprehensive LLM Resource Repository
Deep analysis of the awesome-LLM-resources project (8200+ GitHub Stars), covering multimodal AI, Agents, MCP protocol, model training, o1 reasoning, SLMs, and more for LLM practitioners.
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Product Reviews·4 min
LibreChat: The Most Feature-Complete Open-Source ChatGPT Alternative Explained
Deep dive into LibreChat, an open-source self-hosted AI chat platform supporting GPT-5, Claude, Gemini, DeepSeek and more, with MCP protocol, Code Interpreter, Agents, and enterprise features. 36,500+ GitHub stars.
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Product Reviews·4 min
Cube Studio Deep Dive: Tencent's Open-Source One-Stop MLOps Platform
Deep dive into Cube Studio, Tencent Music's open-source one-stop AI platform, covering architecture design, distributed training, large model fine-tuning and inference, and domestic chip adaptation.
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Deep Dives·5 min
Hugging Face Transformers: A Comprehensive Guide to the 160K-Star Open-Source AI Framework
Comprehensive guide to Hugging Face Transformers, the 160K-star GitHub framework—covering architecture, multimodal support, quantization, and inference optimization for loading, fine-tuning, and deploying pre-trained models.
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Product Reviews·3 min
2025 Laptop Buying Guide: Best Recommendations for Every Budget and Need
2025 laptop buying guide covering ultrabooks, gaming laptops, and creator laptops. From MacBook Air to budget Windows options, find the best laptop for your needs and budget.
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Product Reviews·3 min
REI Anniversary Sale Guide: 40 Outdoor Gear Items at the Deepest Discounts
REI Anniversary Sale is live with 40 outdoor gear deals on tents, sleeping pads, stoves & more. Covers REI Co-op, MSR, Big Agnes, Osprey brands plus shopping tips to maximize savings.
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Tutorials·4 min
Gemini CLI + Kali Linux in Practice: A Complete Guide to AI-Automated Penetration Testing
Complete guide to Kali Linux 2025.3 with Gemini CLI integration for AI-automated penetration testing using natural language to drive Nmap, Nikto, and more.
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Product Reviews·4 min
GPT-OSS 120B/20B Open-Source Model In-Depth Review: Comprehensive Testing on Hallucination, Reasoning, and Code
Comprehensive review of OpenAI's open-source GPT-OSS 120B and 20B models covering hallucination testing, logical reasoning, code generation, SQL queries, and document analysis with deployment guides.
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